LiDAR, a remote sensing technique, shines a laser light on forests and roads, creating detailed 3D point clouds. This data helps classify both forest and roadside trees.  For forests, LiDAR measures tree height, crown size, and density, allowing researchers to distinguish species based on their structure. Roadside trees can be identified by their height relative to the ground (obtained from LiDAR) and location compared...

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